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$GL(n)$-dependence of matrices

Natalia Tsilevich, Yahel Manor

TL;DR

This work introduces $\operatorname{GL}(n)$-dependence for matrices in $\mathcal{M}_{n\times m}$, proving that any $m+1$ such matrices are $\operatorname{GL}(n)$-dependent, which generalizes both the classical fact that $m+1$ vectors in an $m$-dimensional space are linearly dependent and the transitivity of the $\operatorname{GL}(n)$-action. The finite-field proof uses a subspace $H\subseteq \mathcal{M}_{n\times n}$ with $\dim H=n$ and $H\subseteq \operatorname{GL}(n)\cup\{0\}$ to obtain a nontrivial relation via a dimension-counting map $f: H^{m+1}\to \mathcal{M}_{n\times m}$. The infinite-field case adopts a double induction on $(n,m)$, with an iterative correction of coefficient matrices by a scalar parameter $x$—choosing $x$ to avoid finitely many forbidden values—so that all coefficients eventually lie in $\operatorname{GL}(n)$. The results are reformulated in terms of subspace row-spaces, showing that any $m+1$ subspaces of dimension at most $n$ in $K^m$ are $\operatorname{GL}(n)$-dependent, linking matrix- and subspace-structures and offering a unified view with potential implications for complexity theory (e.g., KRW conjecture).

Abstract

We introduce the notion of $GL(n)$-dependence of matrices, which is a generalization of linear dependence taking into account the matrix structure. Then we prove a theorem, which generalizes, on the one hand, the fact that $n+1$ vectors in an $n$-dimensional vector space are linearly dependent and, on the other hand, the fact that the natural action of the group $GL(n,{\cal K})$ on ${\cal K}^n\setminus\{0\}$ is transitive.

$GL(n)$-dependence of matrices

TL;DR

This work introduces -dependence for matrices in , proving that any such matrices are -dependent, which generalizes both the classical fact that vectors in an -dimensional space are linearly dependent and the transitivity of the -action. The finite-field proof uses a subspace with and to obtain a nontrivial relation via a dimension-counting map . The infinite-field case adopts a double induction on , with an iterative correction of coefficient matrices by a scalar parameter —choosing to avoid finitely many forbidden values—so that all coefficients eventually lie in . The results are reformulated in terms of subspace row-spaces, showing that any subspaces of dimension at most in are -dependent, linking matrix- and subspace-structures and offering a unified view with potential implications for complexity theory (e.g., KRW conjecture).

Abstract

We introduce the notion of -dependence of matrices, which is a generalization of linear dependence taking into account the matrix structure. Then we prove a theorem, which generalizes, on the one hand, the fact that vectors in an -dimensional vector space are linearly dependent and, on the other hand, the fact that the natural action of the group on is transitive.
Paper Structure (4 sections, 8 theorems, 13 equations)

This paper contains 4 sections, 8 theorems, 13 equations.

Key Result

Theorem 1

Any $m+1$ matrices from ${\cal M}_{n\times m}$ are $\operatorname{GL}(n)$-dependent.

Theorems & Definitions (14)

  • Definition 1
  • Theorem 1
  • Lemma 1: GJJR10
  • Proposition 1
  • proof
  • Lemma 2
  • proof
  • Lemma 3
  • proof
  • Theorem 2
  • ...and 4 more